The aforementioned verification results not only confirm the accuracy of our results, but also verify that JUNB, DUSP1, FOSB, and NR4A1 play the role of tumor suppressor genes in the progression of NAFLD to HCC. Here, JUNB is linked to metabolic dysfunction-associated steatotic liver disease.